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					<a href="_music_vae_model_.basedecoder.html">BaseDecoder</a>
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			<h1>Class BaseDecoder</h1>
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						<p>Abstract base LSTM decoder that implements all functionality except sampler.</p>
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			</section>
			<section class="tsd-panel tsd-hierarchy">
				<h3>Hierarchy</h3>
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					<li>
						<a href="_music_vae_model_.decoder.html" class="tsd-signature-type">Decoder</a>
						<ul class="tsd-hierarchy">
							<li>
								<span class="target">BaseDecoder</span>
								<ul class="tsd-hierarchy">
									<li>
										<a href="_music_vae_model_.categoricaldecoder.html" class="tsd-signature-type">CategoricalDecoder</a>
									</li>
									<li>
										<a href="_music_vae_model_.nadedecoder.html" class="tsd-signature-type">NadeDecoder</a>
									</li>
									<li>
										<a href="_music_vae_model_.groovedecoder.html" class="tsd-signature-type">GrooveDecoder</a>
									</li>
								</ul>
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				<h2>Index</h2>
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						<section class="tsd-index-section tsd-is-not-exported">
							<h3>Constructors</h3>
							<ul class="tsd-index-list">
								<li class="tsd-kind-constructor tsd-parent-kind-class tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#constructor" class="tsd-kind-icon">constructor</a></li>
							</ul>
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						<section class="tsd-index-section tsd-is-not-exported">
							<h3>Properties</h3>
							<ul class="tsd-index-list">
								<li class="tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#lstmcellvars" class="tsd-kind-icon">lstm<wbr>Cell<wbr>Vars</a></li>
								<li class="tsd-kind-property tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#outputdims" class="tsd-kind-icon">output<wbr>Dims</a></li>
								<li class="tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#outputprojectvars" class="tsd-kind-icon">output<wbr>Project<wbr>Vars</a></li>
								<li class="tsd-kind-property tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#zdims" class="tsd-kind-icon">z<wbr>Dims</a></li>
								<li class="tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#ztoinitstatevars" class="tsd-kind-icon">z<wbr>ToInit<wbr>State<wbr>Vars</a></li>
							</ul>
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						<section class="tsd-index-section tsd-is-not-exported">
							<h3>Methods</h3>
							<ul class="tsd-index-list">
								<li class="tsd-kind-method tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#decode" class="tsd-kind-icon">decode</a></li>
								<li class="tsd-kind-method tsd-parent-kind-class tsd-is-protected tsd-is-not-exported"><a href="_music_vae_model_.basedecoder.html#sample" class="tsd-kind-icon">sample</a></li>
							</ul>
						</section>
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				</section>
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			<section class="tsd-panel-group tsd-member-group tsd-is-not-exported">
				<h2>Constructors</h2>
				<section class="tsd-panel tsd-member tsd-kind-constructor tsd-parent-kind-class tsd-is-not-exported">
					<a name="constructor" class="tsd-anchor"></a>
					<h3>constructor</h3>
					<ul class="tsd-signatures tsd-kind-constructor tsd-parent-kind-class tsd-is-not-exported">
						<li class="tsd-signature tsd-kind-icon">new <wbr>Base<wbr>Decoder<span class="tsd-signature-symbol">(</span>lstmCellVars<span class="tsd-signature-symbol">: </span><a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a><span class="tsd-signature-symbol">[]</span>, zToInitStateVars<span class="tsd-signature-symbol">: </span><a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a>, outputProjectVars<span class="tsd-signature-symbol">: </span><a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a>, outputDims<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><a href="_music_vae_model_.basedecoder.html" class="tsd-signature-type">BaseDecoder</a></li>
					</ul>
					<ul class="tsd-descriptions">
						<li class="tsd-description">
							<aside class="tsd-sources">
								<ul>
									<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L264">music_vae/model.ts:264</a></li>
								</ul>
							</aside>
							<div class="tsd-comment tsd-typography">
								<div class="lead">
									<p><code>BaseDecoder</code> contructor.</p>
								</div>
							</div>
							<h4 class="tsd-parameters-title">Parameters</h4>
							<ul class="tsd-parameters">
								<li>
									<h5>lstmCellVars: <a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a><span class="tsd-signature-symbol">[]</span></h5>
									<div class="tsd-comment tsd-typography">
										<div class="lead">
											<p>The <code>LayerVars</code> for each layer of the decoder LSTM.</p>
										</div>
									</div>
								</li>
								<li>
									<h5>zToInitStateVars: <a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a></h5>
									<div class="tsd-comment tsd-typography">
										<div class="lead">
											<p>The <code>LayerVars</code> for projecting from the latent
											variable <code>z</code> to the initial states of the LSTM layers.</p>
										</div>
									</div>
								</li>
								<li>
									<h5>outputProjectVars: <a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a></h5>
									<div class="tsd-comment tsd-typography">
										<div class="lead">
											<p>The <code>LayerVars</code> for projecting from the output
												of the LSTM to the logits of the output categorical distrubtion
												(if <code>nade</code> is null) or to bias values to use in the NADE (if <code>nade</code> is
											not null).</p>
										</div>
									</div>
								</li>
								<li>
									<h5><span class="tsd-flag ts-flagOptional">Optional</span> outputDims: <span class="tsd-signature-type">number</span></h5>
								</li>
							</ul>
							<h4 class="tsd-returns-title">Returns <a href="_music_vae_model_.basedecoder.html" class="tsd-signature-type">BaseDecoder</a></h4>
						</li>
					</ul>
				</section>
			</section>
			<section class="tsd-panel-group tsd-member-group tsd-is-not-exported">
				<h2>Properties</h2>
				<section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
					<a name="lstmcellvars" class="tsd-anchor"></a>
					<h3><span class="tsd-flag ts-flagProtected">Protected</span> lstm<wbr>Cell<wbr>Vars</h3>
					<div class="tsd-signature tsd-kind-icon">lstm<wbr>Cell<wbr>Vars<span class="tsd-signature-symbol">:</span> <a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a><span class="tsd-signature-symbol">[]</span></div>
					<aside class="tsd-sources">
						<ul>
							<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L260">music_vae/model.ts:260</a></li>
						</ul>
					</aside>
				</section>
				<section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported">
					<a name="outputdims" class="tsd-anchor"></a>
					<h3>output<wbr>Dims</h3>
					<div class="tsd-signature tsd-kind-icon">output<wbr>Dims<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div>
					<aside class="tsd-sources">
						<p>Overrides <a href="_music_vae_model_.decoder.html">Decoder</a>.<a href="_music_vae_model_.decoder.html#outputdims">outputDims</a></p>
						<ul>
							<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L264">music_vae/model.ts:264</a></li>
						</ul>
					</aside>
				</section>
				<section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
					<a name="outputprojectvars" class="tsd-anchor"></a>
					<h3><span class="tsd-flag ts-flagProtected">Protected</span> output<wbr>Project<wbr>Vars</h3>
					<div class="tsd-signature tsd-kind-icon">output<wbr>Project<wbr>Vars<span class="tsd-signature-symbol">:</span> <a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a></div>
					<aside class="tsd-sources">
						<ul>
							<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L262">music_vae/model.ts:262</a></li>
						</ul>
					</aside>
				</section>
				<section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported">
					<a name="zdims" class="tsd-anchor"></a>
					<h3>z<wbr>Dims</h3>
					<div class="tsd-signature tsd-kind-icon">z<wbr>Dims<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div>
					<aside class="tsd-sources">
						<p>Overrides <a href="_music_vae_model_.decoder.html">Decoder</a>.<a href="_music_vae_model_.decoder.html#zdims">zDims</a></p>
						<ul>
							<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L263">music_vae/model.ts:263</a></li>
						</ul>
					</aside>
				</section>
				<section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
					<a name="ztoinitstatevars" class="tsd-anchor"></a>
					<h3><span class="tsd-flag ts-flagProtected">Protected</span> z<wbr>ToInit<wbr>State<wbr>Vars</h3>
					<div class="tsd-signature tsd-kind-icon">z<wbr>ToInit<wbr>State<wbr>Vars<span class="tsd-signature-symbol">:</span> <a href="_music_vae_model_.layervars.html" class="tsd-signature-type">LayerVars</a></div>
					<aside class="tsd-sources">
						<ul>
							<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L261">music_vae/model.ts:261</a></li>
						</ul>
					</aside>
				</section>
			</section>
			<section class="tsd-panel-group tsd-member-group tsd-is-not-exported">
				<h2>Methods</h2>
				<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported">
					<a name="decode" class="tsd-anchor"></a>
					<h3>decode</h3>
					<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported">
						<li class="tsd-signature tsd-kind-icon">decode<span class="tsd-signature-symbol">(</span>z<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">tf.Tensor2D</span>, length<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span>, initialInput<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">tf.Tensor2D</span>, temperature<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">number</span>, controls<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">tf.Tensor2D</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">R3</span><span class="tsd-signature-symbol">&gt;</span></li>
					</ul>
					<ul class="tsd-descriptions">
						<li class="tsd-description">
							<aside class="tsd-sources">
								<p>Overrides <a href="_music_vae_model_.decoder.html">Decoder</a>.<a href="_music_vae_model_.decoder.html#decode">decode</a></p>
								<ul>
									<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L322">music_vae/model.ts:322</a></li>
								</ul>
							</aside>
							<div class="tsd-comment tsd-typography">
								<div class="lead">
									<p>Decodes a batch of latent vectors, <code>z</code>.</p>
								</div>
								<p>If <code>nade</code> is parameterized, samples are generated using the MAP (argmax) of
									the Bernoulli random variables from the NADE, and these bit vector makes up
								the final dimension of the output.</p>
								<p>If <code>nade</code> is not parameterized, sample labels are generated using the
									MAP (argmax) of the logits output by the LSTM, and the onehots of those
								labels makes up the final dimension of the output.</p>
							</div>
							<h4 class="tsd-parameters-title">Parameters</h4>
							<ul class="tsd-parameters">
								<li>
									<h5>z: <span class="tsd-signature-type">tf.Tensor2D</span></h5>
									<div class="tsd-comment tsd-typography">
										<p>A batch of latent vectors to decode, sized <code>[batchSize, zDims]</code>.</p>
									</div>
								</li>
								<li>
									<h5>length: <span class="tsd-signature-type">number</span></h5>
									<div class="tsd-comment tsd-typography">
										<p>The length of decoded sequences.</p>
									</div>
								</li>
								<li>
									<h5><span class="tsd-flag ts-flagOptional">Optional</span> initialInput: <span class="tsd-signature-type">tf.Tensor2D</span></h5>
								</li>
								<li>
									<h5><span class="tsd-flag ts-flagOptional">Optional</span> temperature: <span class="tsd-signature-type">number</span></h5>
									<div class="tsd-comment tsd-typography">
										<p>(Optional) The softmax temperature to use when sampling
										from the logits. Argmax is used if not provided.</p>
									</div>
								</li>
								<li>
									<h5><span class="tsd-flag ts-flagOptional">Optional</span> controls: <span class="tsd-signature-type">tf.Tensor2D</span></h5>
									<div class="tsd-comment tsd-typography">
										<p>(Optional) Control tensors to use for conditioning, sized
										<code>[length, controlDepth]</code>.</p>
									</div>
								</li>
							</ul>
							<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">R3</span><span class="tsd-signature-symbol">&gt;</span></h4>
							<p>A float32 tensor containing the decoded sequences, shaped
							<code>[batchSize, length, depth]</code>.</p>
						</li>
					</ul>
				</section>
				<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
					<a name="sample" class="tsd-anchor"></a>
					<h3><span class="tsd-flag ts-flagProtected">Protected</span> <span class="tsd-flag ts-flagAbstract">Abstract</span> sample</h3>
					<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
						<li class="tsd-signature tsd-kind-icon">sample<span class="tsd-signature-symbol">(</span>lstmOutput<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">tf.Tensor2D</span>, temperature<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">tf.Tensor2D</span></li>
					</ul>
					<ul class="tsd-descriptions">
						<li class="tsd-description">
							<aside class="tsd-sources">
								<ul>
									<li>Defined in <a href="https://github.com/tensorflow/magenta-js/tree/master/music/src/music_vae/model.ts#L298">music_vae/model.ts:298</a></li>
								</ul>
							</aside>
							<div class="tsd-comment tsd-typography">
								<div class="lead">
									<p>Method that returns the sample based on the projected output from the LSTM.</p>
								</div>
							</div>
							<h4 class="tsd-parameters-title">Parameters</h4>
							<ul class="tsd-parameters">
								<li>
									<h5>lstmOutput: <span class="tsd-signature-type">tf.Tensor2D</span></h5>
									<div class="tsd-comment tsd-typography">
										<p>The projected output from the LSTM.</p>
									</div>
								</li>
								<li>
									<h5><span class="tsd-flag ts-flagOptional">Optional</span> temperature: <span class="tsd-signature-type">number</span></h5>
									<div class="tsd-comment tsd-typography">
										<p>Softmax temperature.</p>
									</div>
								</li>
							</ul>
							<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">tf.Tensor2D</span></h4>
							<p>The sampled output.</p>
						</li>
					</ul>
				</section>
			</section>
		</div>
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					<li class="globals  ">
						<a href="../globals.html"><em>Globals</em></a>
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					<li class="current tsd-kind-external-module">
						<a href="../modules/_music_vae_model_.html">"music_<wbr>vae/model"</a>
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					<li class="current tsd-kind-class tsd-parent-kind-external-module tsd-is-not-exported">
						<a href="_music_vae_model_.basedecoder.html" class="tsd-kind-icon">Base<wbr>Decoder</a>
						<ul>
							<li class=" tsd-kind-constructor tsd-parent-kind-class tsd-is-not-exported">
								<a href="_music_vae_model_.basedecoder.html#constructor" class="tsd-kind-icon">constructor</a>
							</li>
							<li class=" tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
								<a href="_music_vae_model_.basedecoder.html#lstmcellvars" class="tsd-kind-icon">lstm<wbr>Cell<wbr>Vars</a>
							</li>
							<li class=" tsd-kind-property tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported">
								<a href="_music_vae_model_.basedecoder.html#outputdims" class="tsd-kind-icon">output<wbr>Dims</a>
							</li>
							<li class=" tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
								<a href="_music_vae_model_.basedecoder.html#outputprojectvars" class="tsd-kind-icon">output<wbr>Project<wbr>Vars</a>
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							<li class=" tsd-kind-property tsd-parent-kind-class tsd-is-overwrite tsd-is-not-exported">
								<a href="_music_vae_model_.basedecoder.html#zdims" class="tsd-kind-icon">z<wbr>Dims</a>
							</li>
							<li class=" tsd-kind-property tsd-parent-kind-class tsd-is-protected tsd-is-not-exported">
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